The Rise of AI on Farms: Technology Can Compliment—Not Replace—Human Expertise

Farms and major food companies use AI to improve efficiency and forecast demand. Still, developers said that training AI for different uses is only possible with support from knowledgeable workers.

NASHVILLE, TENN. (RFD-TV) — Use of artificial intelligence (AI) is widespread across today’s farms and is quickly finding a home in some large food companies. Several major players in food production have already made AI a key part of their operations, including McCormick, Cargill, and General Mills. Those companies use AI to blend ingredients, do product development, and even forecast demand.

Industry leaders say the technology will not replace workers entirely, but it will have a significant impact on how operations move forward.

Analysts believe using AI to complement human judgment will be key. As more farmers adopt AI, there’s also a focus on ensuring that information is neutral and free of bias. According to tech developer John Kempf, doing so could require a significant step back.

“There are all types of bias that can occur,” Kempf said. “There can be just the bias of having 60 peer-reviewed papers saying one thing, and then three or four other papers saying something that is in direct conflict or in direct contrast to those. You also have a bias of recency versus historically. So Fieldlark doesn’t make recommendations for anhydrous ammonia, for example, or potassium chloride, because it’s looking at the broad array of evidence and the additional externalities and saying there are much smarter, much better ways. We haven’t given it any instructions, for example, to take a biological agriculture approach or to give it a regional agriculture approach because it needs to be bigger than that.”

Kempf told aginfo.net that AI training needs to be macro-focused and have a global perspective.

Related Stories
The American Farm Bureau Federation (AFBF) is urging Congress and the Trump Administration to act quickly on behalf of American agriculture.
Better yield measurement means fairer grids, more precise breeding targets, and more dollars for truly efficient cattle.
Escalating U.S.–China tensions threaten soybean demand as farm finances are stretched further.
Rex Gray, Corn Product Manager for Golden Harvest, discusses how the company works side-by-side with farmers to develop strong-performing hybrids built to fit their acres.
CoBank Lead Grains Economist Tanner Ehmke joins us to share insight and concerns over current grain storage capacity as export demand lags.
Farm CPA Paul Neiffer shares his perspective on the uncertain outlook of federal farm relief and the Farm Bill, which may not materialize until the government shutdown ends.

LATEST STORIES BY THIS AUTHOR:

Rep. Randy Feenstra, R-IA, details how the “One, Big, Beautiful Bill” Act (OBBBA) supports farmers, biofuels, and rural communities with tax breaks, crop insurance relief, and ag infrastructure.
Jake Charleston of Specialty Risk Insurance shares risk-reduction strategies to help cattle producers prepare for a successful year ahead.
Oregon FFA CEO Kjer Kizer discusses the proposed budget reductions, potential consequences, and the importance of protecting learning opportunities for students interested in agriculture.
RealAg Radio host Shaun Haney explains why the 2026 USMCA review could directly affect dairy access, produce competition, and export reliability for U.S. farmers and ranchers.
The report shows that, despite production challenges, dairy farmers are producing more milk with fewer resources per gallon across the industry.
Canada’s new voluntary Grocery Sector Code of Conduct will take effect on Jan. 1, a goodwill effort to promote fairness and transparency between retailers and support farms that sell directly to stores.
Agriculture Shows
Hosted by Scott “The Cow Guy” Shellady and RFD News Markets Specialist Tony St. James, Commodity Talk delivers expert insight into the day’s ag commodity markets just before the CME opens. Only on RFD-TV and Rural Radio SiriusXM Channel 147.
A look at the news, weather and commodities headlines that drove agriculture markets in the past week.
Everything profits from prairie. Soil, air, water — and all kinds of life! Learn how you can improve your land with prairie restoration, cover crops and prairie strips, while growing your bottom line.
Special 3-part series tells the story of the Claas family’s legacy, which changed agriculture forever.